Pulse
2026-09-18-v3.0
Dataset
2026-10-27-catalog-ai-v2
Ruleset
b2e8889c66f7
Scanned
2026-10-27
Window
February–September 15, 2026
Catalog tracking observation. This repository is measured with the same fixed window and ruleset, but it is not part of the published benchmark or its aggregate claims.

JPype is cross language bridge to allow Python programs full access to Java class libraries.

01Result

jpype-project/jpype ↗

jpype-project/jpype AI coding statistics: 20.5%

of 263 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
20.5% agent · top contributor 83.3%2 contributors
individual

One person is driving this. The headline number reflects a single contributor's workflow, not a project-wide shift.

54
agent commits
209
other considered commits
2
agent contributors
83.3%
largest contributor

02Drivers

What shapes this result

Mode, timing, and detected signatures show whether the result reflects broad adoption or one concentrated workflow.

Assisted or autonomous

54assisted
0autonomous

Assisted — a developer’s identity authored the commit and the agent added itself as co-author. Autonomous — a bot identity authored the commit without a human identity attached.

Agent share by month

Agent-attributed commit share by month
MonthAgent shareConsidered commits
2026-020%7
2026-030%2
2026-040%40
2026-050%49
2026-060%7
2026-0720.9%91
2026-0852.2%67

Peak month: 52.2%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic5420.5%

03Evidence

Inspect the matches

Public commit samples let you inspect the signatures behind the aggregate result.

Matched commit samples

  • 541744ed on GitHubdbapi2: fix column-alias in description, Array/Blob/Clob re-insertionClaude Code
  • d8703b79 on GitHubdoc: document driver-dependent timestamp precision, checked against jaydebClaude Code
  • a299fe88 on GitHubci: exclude pandas from the no_numpy test leg tooClaude Code

04Method

What entered the denominator

The result begins with commit history, removes merges and routine automation, and reports literal agent signatures as a lower bound.

Exclusion ledger

Commits in window351
Merge commits removed−88
CI / dependency bots removed−0
Considered263

Bots are excluded from the denominator entirely. Agent attribution requires a literal supported signature; no code-style inference is used.

Continue exploring

Claude Code commitsBrowse repositories with detected Claude Code signatures →Python AI coding statisticsCompare evidence across Python repositories →GitHub AI commit analyzerInspect another repository with the same evidence model →
Reproduce this observation

Run the same detector locally.

Deterministic signature matching; no code-style inference. Squash merges can remove trailers, so this result remains a measured floor.

npx qmmit-cli jpype-project/jpype

Scan another repository

Try